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Development of Neck Surface Electromyography Gaming Control Interface for Application in Tetraplegic patients’ Entertainment.

Authors :
Muguro, Joseph Kamau
Sasaki, Minoru
Matsushita, Kojiro
Njeri, Waweru
Laksono, Pringgo Widyo
Amri bin Suhaimi, Muhammad Syaiful
Source :
AIP Conference Proceedings; 2020, Vol. 2217 Issue 1, p030039-1-030039-7, 7p, 1 Diagram, 1 Chart, 2 Graphs
Publication Year :
2020

Abstract

In the recent past, surface Electromyography (sEMG) signals has been effectively applied in control interfaces for robots, prosthetic hands, legs and other areas. Few works has focused on neck EMG control in spite of the neck being central to human movements and engagements. We propose a neck EMG model that estimates head movements and apply the signals to control a game developed in Unity 3D engine. The game involves randomly falling and accelerating objects. The user slides the games’ player character (paddle) using neck EMG to intercept as many objects. EMG signal is rectified and FIR filtered and used to control the position of a sliding probe of the game in real-time. The paper utilizes an equation model and a Machine Learning model to translate the filtered signal to corresponding neck rotation. From the results, all the subjects reported accuracy of over 70% which confirm the applicability of the interface and ease of use in that there is little or no calibration needed. The control model using equation showed intuitive direction and speed control while the Machine Learning scheme offered more stable direction control but limited speed control of the sliding paddle. The control interface can be applied in multiple areas that involve neck activity e.g. in rehabilitation as well as gaming interface to enable entertainment for the disabled. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2217
Issue :
1
Database :
Complementary Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
142745962
Full Text :
https://doi.org/10.1063/5.0000500